{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "乐学偶得版权所有 lexueoude.com 公众号：乐学Fintech"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Logistic Regression 更多的是从概率的层面进行建模，但是我们实际应用中，更多的是用在二元分类型的问题"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "思考：如何算\"更好的拟合\"？ 类比一元线性回归的最小二乘法\n",
    "\n",
    "\n",
    "Logistic_Regression"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": "<IPython.core.display.Image object>"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='1.Logistic_Regression_Intro.png')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": "<IPython.core.display.Image object>"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='1.Maximum_Likelihood.png')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": "<IPython.core.display.Image object>"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='1.Maximum_Likelihood_2.png')\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": "<IPython.core.display.Image object>"
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='1.Log_of_Odds_by_Pro.png')\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Logistic Regression\n",
    "$$ yhat = \\frac{e^{b0+b1*x1}}{1+e^{b0+b1*x1}} $$\n",
    "\n",
    "$$ yhat = \\frac{{1}}{1+e^{-(b0+b1*x1)}} $$"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "$$ b = b +learning \\;rate * (y - yhat)*yhat *(1-yhat)*x)$$\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": "<IPython.core.display.Image object>"
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# prediction function\n",
    "from math import exp\n",
    "def prediction(row, coefficients):\n",
    "    yhat = coefficients[0]\n",
    "    for i in range(len(row)-1):\n",
    "        yhat+=coefficients[i+1]*row[i]\n",
    "    return 1/(1+exp(-yhat))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='1.Test_Data.png')\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "X1 ,X2 ,0/1\n",
    "2  ,2  , 0\n",
    "2  ,4  , 0\n",
    "3  ,3  , 0\n",
    "4  ,5  , 0\n",
    "\n",
    "8  ,1  , 1\n",
    "8.5,3.5, 1\n",
    "9  ,1  , 1\n",
    "10 ,4  , 1\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "$$ y = \\frac{1}{1+e^{-(b0+b1*X_1+b2*X_2)}}$$"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Our Expected Value is 0.000, The Predicted Value is 0.154 [0]\n",
      "Our Expected Value is 0.000, The Predicted Value is 0.009 [0]\n",
      "Our Expected Value is 0.000, The Predicted Value is 0.091 [0]\n",
      "Our Expected Value is 0.000, The Predicted Value is 0.012 [0]\n",
      "Our Expected Value is 1.000, The Predicted Value is 0.995 [1]\n",
      "Our Expected Value is 1.000, The Predicted Value is 0.870 [1]\n",
      "Our Expected Value is 1.000, The Predicted Value is 0.998 [1]\n",
      "Our Expected Value is 1.000, The Predicted Value is 0.924 [1]\n"
     ]
    }
   ],
   "source": [
    "dataset = [[2,2,0],\n",
    "           [2,4,0],\n",
    "           [3,3,0],\n",
    "           [4,5,0],\n",
    "           [8,1,1],\n",
    "           [8.5,3.5,1],\n",
    "           [9,1,1],\n",
    "           [10,4,1]]\n",
    "#随便plug-in 的数据\n",
    "coef = [-0.5,0.9,-1.5]\n",
    "\n",
    "# prediction function\n",
    "from math import exp\n",
    "def prediction(row, coefficients):\n",
    "    yhat = coefficients[0]\n",
    "    for i in range(len(row)-1):\n",
    "        yhat+=coefficients[i+1]*row[i]\n",
    "    return 1/(1+exp(-yhat))\n",
    "\n",
    "for row in dataset:\n",
    "    yhat = prediction(row,coef)\n",
    "    print(\"Our Expected Value( Real Value) is %.3f, The Predicted Value is %.3f [%d]\" % (row[-1], yhat, round(yhat)))\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "$$b_0(t+1) = b_0(t)+ learning \\: rate * (y(t)-yhat(t))*yhat(t) *(1-yhat(t))$$<br>\n",
    "$$b_1(t+1) = b_1(t)+ learning \\: rate * (y(t)-yhat(t))*yhat(t) *(1-yhat(t))*x1(t)$$<br>\n",
    "$$error = prediction - expected $$\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": "<IPython.core.display.Image object>"
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='2.Sigmoid_Func_Derivative_1.png')\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": "<IPython.core.display.Image object>"
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='2.Sigmoid_Func_Derivative_2.png')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "#using stochastic gradient descent method to calculate logistic regression coefficients\n",
    "\n",
    "def using_sgd_method_to_calculate_coefficients(training_dataset, learning_rate, n_times_epoch):\n",
    "    coefficients = [0.0 for i in range(len(training_dataset[0]))]\n",
    "    for epoch in range(n_times_epoch):\n",
    "        the_sum_of_error = 0\n",
    "        for row in training_dataset:\n",
    "            y_hat = prediction(row, coefficients)\n",
    "            error = row[-1] - y_hat\n",
    "            the_sum_of_error += error ** 2\n",
    "            coefficients[0] = coefficients[0] + learning_rate * error * y_hat * (1.0-y_hat)\n",
    "            for i in range(len(row) - 1):\n",
    "                coefficients[i + 1] = coefficients[i + 1] + learning_rate * error * y_hat * (1.0-y_hat)*row[i]\n",
    "        print(\"This is epoch 【%d】,the learning rate we are using is 【%.3f】,the error is 【%.3f】\" % (\n",
    "            epoch, learning_rate, the_sum_of_error))\n",
    "    return coefficients\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}